# Gas Prediction Tools Suite

## Mempool Node's Gas Estimator Platform

Welcome to Mempool Node's Gas Estimator Platform – the ultimate gas prediction tool for trading bot developers and DApp creators. Unlike most estimators that adopt a linear approach, our platform takes a revolutionary leap by leveraging real-time data and predictive modeling. With our global mempool infrastructure and powerful machine learning pipelines, we achieve an impressive 23% average reduction in gas fees.

What sets Mempool Node's Gas Estimator Platform apart? Let's dive into the key differentiators:

* **Based on our robust ML model:** [ ](https://www.blocknative.com/blog/base-fee-prediction-and-intelligent-max-fee) Our platform boasts a robust machine learning model, tailor-made for accurately predicting the next block's minimum marketable gas price. This enables us to consistently provide precise estimations, ensuring your transactions get into the next block.
* **Accurate Gas Price Predictions:** We take accuracy seriously. Our prediction models are rigorously validated against the ground truth of confirmed blocks, ensuring reliability and confidence in the gas price estimations we offer.
* **Avoiding overspend:** Finding the sweet spot is our expertise. We strike the perfect balance between predicting a sufficient gas price for inclusion in the next block while avoiding unnecessary overspending. Rest assured, your transactions won't be overlooked, nor will you waste valuable resources.
* **User control:** We understand that urgency varies among users. That's why we provide a range of confidence levels for next block inclusion. You have the control to tailor the gas price to your specific needs.

Integration is a breeze with our Gas Estimator Platform API. Seamlessly integrate it into your trading bot or DApp, and enjoy precise, real-time calculations that guarantee next-block confirmation. Experience the power of accurate gas prediction like never before.

Join Mempool Node's Gas Estimator Platform today and supercharge your gas fee optimization for successful trades and smooth DApp operations. Your journey to efficient and cost-effective transactions starts now.

## Want to deep dive?

Dive a little deeper and start exploring our Gas Estimator Platform API reference to get an idea of everything that's possible with our APIs:

{% content-ref url="gas-prediction-tools-suite/gas-estimator-platform-api" %}
[gas-estimator-platform-api](https://docs.mempoolnode.com/gas-prediction-tools-suite/gas-estimator-platform-api)
{% endcontent-ref %}


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.mempoolnode.com/gas-prediction-tools-suite.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
